Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: VAV3

Gene summary for VAV3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VAV3

Gene ID

10451

Gene namevav guanine nucleotide exchange factor 3
Gene AliasVAV3
Cytomap1p13.3
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q9UKW4


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
10451VAV3GSM4909285HumanBreastIDC1.71e-051.64e-010.21
10451VAV3GSM4909286HumanBreastIDC1.65e-04-1.92e-010.1081
10451VAV3GSM4909293HumanBreastIDC2.78e-132.22e-010.1581
10451VAV3GSM4909301HumanBreastIDC1.25e-165.56e-010.1577
10451VAV3GSM4909303HumanBreastIDC3.11e-032.65e-010.0438
10451VAV3GSM4909304HumanBreastIDC6.02e-073.21e-010.1636
10451VAV3GSM4909312HumanBreastIDC2.50e-032.55e-010.1552
10451VAV3GSM4909315HumanBreastIDC6.63e-113.60e-010.21
10451VAV3GSM4909319HumanBreastIDC5.56e-05-1.57e-010.1563
10451VAV3brca2HumanBreastPrecancer4.00e-035.07e-02-0.024
10451VAV3brca3HumanBreastPrecancer2.46e-035.60e-02-0.0263
10451VAV3M1HumanBreastIDC1.13e-042.74e-010.1577
10451VAV3NCCBC2HumanBreastDCIS1.17e-066.54e-010.1554
10451VAV3P2HumanBreastIDC4.00e-085.09e-010.21
10451VAV3DCIS2HumanBreastDCIS6.19e-381.37e-010.0085
10451VAV3CCI_2HumanCervixCC3.18e-092.09e+000.5249
10451VAV3CCI_3HumanCervixCC1.14e-068.18e-010.516
10451VAV3H2HumanCervixHSIL_HPV1.09e-07-2.49e-010.0632
10451VAV3HTA11_3410_2000001011HumanColorectumAD2.80e-14-5.02e-010.0155
10451VAV3HTA11_347_2000001011HumanColorectumAD5.94e-117.26e-01-0.1954
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00975297BreastPrecancermyeloid leukocyte migration34/1080220/187231.42e-077.82e-0634
GO:00509006BreastPrecancerleukocyte migration47/1080369/187232.82e-071.39e-0547
GO:00305956BreastPrecancerleukocyte chemotaxis34/1080230/187234.16e-071.89e-0534
GO:00457859BreastPrecancerpositive regulation of cell adhesion52/1080437/187235.74e-072.49e-0552
GO:00603266BreastPrecancercell chemotaxis41/1080310/187235.99e-072.55e-0541
GO:00716217BreastPrecancergranulocyte chemotaxis23/1080125/187236.73e-072.77e-0523
GO:00975307BreastPrecancergranulocyte migration24/1080148/187234.04e-061.26e-0424
GO:00420609BreastPrecancerwound healing48/1080422/187235.48e-061.63e-0448
GO:00305937BreastPrecancerneutrophil chemotaxis19/1080103/187235.94e-061.71e-0419
GO:19902665BreastPrecancerneutrophil migration20/1080122/187232.13e-054.99e-0420
GO:00508789BreastPrecancerregulation of body fluid levels40/1080379/187231.68e-042.77e-0340
GO:00094108BreastPrecancerresponse to xenobiotic stimulus45/1080462/187234.17e-045.56e-0345
GO:00192164BreastPrecancerregulation of lipid metabolic process34/1080331/187238.14e-049.55e-0334
GO:00075995BreastPrecancerhemostasis24/1080222/187232.31e-032.15e-0224
GO:00506712BreastPrecancerpositive regulation of lymphocyte proliferation17/1080137/187232.32e-032.16e-0217
GO:00329462BreastPrecancerpositive regulation of mononuclear cell proliferation17/1080138/187232.51e-032.29e-0217
GO:00336749BreastPrecancerpositive regulation of kinase activity42/1080467/187232.94e-032.54e-0242
GO:00075965BreastPrecancerblood coagulation23/1080217/187233.61e-032.98e-0223
GO:00508175BreastPrecancercoagulation23/1080222/187234.78e-033.64e-0223
GO:0030168BreastPrecancerplatelet activation15/1080123/187234.80e-033.64e-0215
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541718BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0467018BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
hsa0520514BreastPrecancerProteoglycans in cancer30/684205/84651.00e-037.18e-035.50e-0330
hsa0541719BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0467019BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
hsa0520515BreastPrecancerProteoglycans in cancer30/684205/84651.00e-037.18e-035.50e-0330
hsa0520523BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0541724BreastIDCLipid and atherosclerosis35/867215/84653.67e-032.29e-021.71e-0235
hsa0467024BreastIDCLeukocyte transendothelial migration21/867114/84655.41e-033.13e-022.34e-0221
hsa0481014BreastIDCRegulation of actin cytoskeleton36/867229/84655.79e-033.13e-022.34e-0236
hsa045109BreastIDCFocal adhesion32/867203/84658.60e-034.23e-023.17e-0232
hsa0520533BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0541734BreastIDCLipid and atherosclerosis35/867215/84653.67e-032.29e-021.71e-0235
hsa0467034BreastIDCLeukocyte transendothelial migration21/867114/84655.41e-033.13e-022.34e-0221
hsa0481015BreastIDCRegulation of actin cytoskeleton36/867229/84655.79e-033.13e-022.34e-0236
hsa0451013BreastIDCFocal adhesion32/867203/84658.60e-034.23e-023.17e-0232
hsa0520542BreastDCISProteoglycans in cancer39/846205/84655.36e-055.58e-044.11e-0439
hsa0467044BreastDCISLeukocyte transendothelial migration21/846114/84654.07e-032.31e-021.70e-0221
hsa0541744BreastDCISLipid and atherosclerosis34/846215/84654.50e-032.46e-021.82e-0234
hsa0481023BreastDCISRegulation of actin cytoskeleton35/846229/84656.89e-033.37e-022.48e-0235
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
VAV3SNVMissense_Mutationc.1272A>Cp.Leu424Phep.L424FQ9UKW4protein_codingdeleterious(0)probably_damaging(0.96)TCGA-AO-A1KR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
VAV3SNVMissense_Mutationc.935N>Cp.Arg312Thrp.R312TQ9UKW4protein_codingdeleterious(0)probably_damaging(0.965)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
VAV3deletionIn_Frame_Delrs771926028c.175_177delNNNp.Glu59delp.E59delQ9UKW4protein_codingTCGA-D8-A1XZ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone Therapytamoxiphen+anastrozolumSD
VAV3SNVMissense_Mutationnovelc.1276G>Cp.Asp426Hisp.D426HQ9UKW4protein_codingdeleterious(0.01)possibly_damaging(0.893)TCGA-C5-A2M1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
VAV3SNVMissense_Mutationc.466N>Ap.Glu156Lysp.E156KQ9UKW4protein_codingtolerated(0.06)benign(0.24)TCGA-FU-A3HY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VAV3SNVMissense_Mutationc.2437G>Cp.Asp813Hisp.D813HQ9UKW4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-FU-A40J-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
VAV3SNVMissense_Mutationc.22G>Ap.Ala8Thrp.A8TQ9UKW4protein_codingtolerated(0.26)benign(0.15)TCGA-VS-A9U5-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
VAV3SNVMissense_Mutationc.1464N>Gp.Asp488Glup.D488EQ9UKW4protein_codingtolerated(1)benign(0.028)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
VAV3SNVMissense_Mutationc.362N>Tp.Ala121Valp.A121VQ9UKW4protein_codingdeleterious(0.01)benign(0.049)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
VAV3SNVMissense_Mutationc.1711G>Ap.Gly571Argp.G571RQ9UKW4protein_codingtolerated(0.17)benign(0.006)TCGA-AA-3867-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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